Tumor analysis on TumorCoT 1.5M (test)
99.97Organ PositionTumorChain-7B
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TumorChain-7BScale=7B, Model Category=Our Models2026.03 | 99.97 | 97.57 | 86.88 | 82.28 | 84.52 | 85.05 | 86.2 | 86.57 | 88.83 | 61.63 | 71.07 | 82.36 | 84.41 | |
| TumorChain-3BScale=3B, Model Category=Our Models2026.03 | 99.93 | 96.44 | 79.13 | 69.07 | 73.57 | 68.97 | 81.04 | 76.34 | 86.34 | 55.09 | 56.49 | 78.96 | 76.78 | |
| TumorChain-7BScale=7B, Ablation=w/o CoT, IIR2026.03 | 99.92 | 97.45 | 78.95 | 75.78 | 74.6 | 80.18 | 82.82 | 78.75 | 84.37 | 59.29 | 66.85 | 79.83 | 79.9 | |
| TumorChain-7BScale=7B, Ablation=w/o CoT2026.03 | 99.91 | 97.1 | 82.75 | 78.43 | 82.57 | 82.79 | 84.26 | 84.16 | 88.34 | 60.76 | 68.12 | 80.26 | 82.45 | |
| TumorChain-7BScale=7B, Ablation=w/o IIR2026.03 | 99.87 | 97.55 | 79.36 | 79.52 | 74.62 | 81.46 | 80.6 | 79.2 | 84.65 | 60.32 | 65.87 | 81.06 | 80.34 | |
| GPT-5-MiniModel Category=Commercial Models2026.03 | 44.18 | 37.73 | 44.96 | 47.72 | 62.58 | 57.13 | 64.85 | 66.67 | 34.25 | 47.4 | 49.6 | 62.02 | 51.59 | |
| Gemini2.0-FlashModel Category=Commercial Models2026.03 | 43.27 | 17.69 | 46.81 | 35.97 | 38.22 | 39.11 | 40.22 | 52.86 | 34.03 | 42.21 | 49.06 | 56.08 | 41.29 | |
| MiniCPM-V4.5-9BModel Category=Generalist Models2026.03 | 35.7 | 29.56 | 44.11 | 52.61 | 53.67 | 50.8 | 46.92 | 58.45 | 43.12 | 44.74 | 44.27 | 47.84 | 45.98 | |
| Claude3-HaikuModel Category=Commercial Models2026.03 | 32.61 | 33.05 | 52.38 | 58.51 | 50 | 50.74 | 37.51 | 50.95 | 59.19 | 56.59 | 43.4 | 33.21 | 46.51 | |
| M3D-Phi-3-4BModel Category=3D Medical Models2026.03 | 32.39 | 28.28 | 22.69 | 23.93 | 42.74 | 30.49 | 27.19 | 52.35 | 44.82 | 30.8 | 35.86 | 34.79 | 32.84 | |
| MedVLM-R1-2BModel Category=2D Medical Models2026.03 | 32.23 | 38.92 | 19.37 | 48.79 | 51.2 | 48.02 | 44.53 | 52.26 | 30.38 | 27.26 | 32.82 | 39.7 | 38.79 | |
| LLaVA-CoT-11BModel Category=Generalist Models2026.03 | 31.63 | 27.64 | 37.7 | 59.44 | 49.34 | 49.6 | 37.9 | 55.48 | 48.2 | 47.91 | 49.23 | 44.81 | 44.91 | |
| HealthGPT-3.8BModel Category=2D Medical Models2026.03 | 30.58 | 22.8 | 45.87 | 51.35 | 45.77 | 47.27 | 31.24 | 40.13 | 45.68 | 49.02 | 39.69 | 39.2 | 40.72 | |
| Qwen2.5-VL-7BModel Category=Generalist Models2026.03 | 29.57 | 32.52 | 27.41 | 43.96 | 57.51 | 49.36 | 46.73 | 58.02 | 34.17 | 37.49 | 51.15 | 60.54 | 44.04 | |
| InternVL-2.5-8BModel Category=Generalist Models2026.03 | 29.1 | 27.67 | 33.5 | 49.96 | 51.45 | 49.48 | 42.68 | 51.7 | 36.16 | 35.07 | 48.09 | 52.18 | 42.25 | |
| Lingshu-7BModel Category=2D Medical Models2026.03 | 25.28 | 32.58 | 24.9 | 51.7 | 60.61 | 53.4 | 45.21 | 63.63 | 30.35 | 42.79 | 56.49 | 54.3 | 45.1 | |
| RadFMModel Category=3D Medical Models2026.03 | 13.86 | 15.97 | 15.23 | 21.25 | 49.84 | 21.07 | 19.34 | 24.15 | 49.58 | 46.02 | 28.47 | 21.34 | 26.32 |